Uncertainty Modeling for Out-of-Distribution Generalization

8 February 2022

Xiaotong Li

Yongxing Dai

Yixiao Ge

Jun Liu

Ying Shan

Ling-Yu Duan

OODD

OOD

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Papers citing "Uncertainty Modeling for Out-of-Distribution Generalization"

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Multi-Source Collaborative Style Augmentation and Domain-Invariant Learning for Federated Domain Generalization Yikang Wei 29 0 0 15 May 2025
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DG-DETR: Toward Domain Generalized Detection Transformer Seongmin Hwang Daeyoung Han Moongu Jeon ViT 65 0 0 28 Apr 2025
Uncertainty-Instructed Structure Injection for Generalizable HD Map Construction Xiaolu Liu Ruizi Yang Song Wang Wentong Li J. Chen Jianke Zhu 52 0 0 29 Mar 2025
Feature Statistics with Uncertainty Help Adversarial Robustness Ran A. Wang Xinlei Zhou Rihao Li Meng Hu Wenhui Wu Yuheng Jia AAML 79 0 0 26 Mar 2025
Hyperdimensional Uncertainty Quantification for Multimodal Uncertainty Fusion in Autonomous Vehicles Perception Luke Chen Junyao Wang Trier Mortlock Pramod P. Khargonekar M. A. Al Faruque UQCV 68 0 0 25 Mar 2025
FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation Dong Zhao Jinlong Li Shuang Wang Mengyao Wu Qi Zang N. Sebe Zhun Zhong 147 0 0 23 Mar 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 65 0 0 15 Feb 2025
START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation Jintao Guo Lei Qi Yinghuan Shi Yang Gao 31 1 0 08 Jan 2025
Enhance Vision-Language Alignment with Noise Sida Huang Hongyuan Zhang Xuelong Li VLM 82 1 0 14 Dec 2024
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 82 0 0 10 Dec 2024
DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices Yongzhe Jia Xuyun Zhang Hongsheng Hu K. Choo Lianyong Qi Xiaolong Xu Amin Beheshti Wanchun Dou MoMe FedML 93 0 0 08 Dec 2024
Generalizable Person Re-identification via Balancing Alignment and Uniformity Y. Cho JaeYoon Kim Woo Jae Kim Junsik Jung Sung-eui Yoon CVBM OOD 80 0 0 18 Nov 2024
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization Pengkun Jiao Na Zhao Jingjing Chen Yu-Gang Jiang OOD 41 0 0 05 Nov 2024
Enhancing Adversarial Robustness via Uncertainty-Aware Distributional Adversarial Training Junhao Dong Xinghua Qu Zhiyuan Wang Yew-Soon Ong AAML 50 1 0 05 Nov 2024
Towards Combating Frequency Simplicity-biased Learning for Domain Generalization Xilin He Jingyu Hu Qinliang Lin Cheng Luo Weicheng Xie Siyang Song M. H. Khan L. Shen 48 2 0 21 Oct 2024
OSSA: Unsupervised One-Shot Style Adaptation Robin Gerster Holger Caesar Matthias Rapp Alexander Wolpert Michael Teutsch VLM 34 0 0 01 Oct 2024
Generalized Robust Fundus Photography-based Vision Loss Estimation for High Myopia Zipei Yan Zhile Liang Zhengji Liu Shuai Wang Rachel Ka-Man Chun Jizhou Li C. Kee Dong Liang 29 0 0 04 Jul 2024
Uncertainty modeling for fine-tuned implicit functions A. Susmelj Mael Macuglia Nataša Tagasovska Reto Sutter Sebastiano Caprara Jean-Philippe Thiran E. Konukoglu 70 1 0 17 Jun 2024
Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation Dong Zhao Shuang Wang Qi Zang Licheng Jiao N. Sebe Zhun Zhong 63 2 0 10 Jun 2024
Causality-inspired Latent Feature Augmentation for Single Domain Generalization Jian Xu Chaojie Ji Yankai Cao Ye Li Ruxin Wang OOD 29 0 0 10 Jun 2024
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation Hao Chen Hongrun Zhang U. W. Chan Rui Yin Xiaofei Wang Chao Li OOD 42 1 0 04 Jun 2024
Memory-guided Network with Uncertainty-based Feature Augmentation for Few-shot Semantic Segmentation Xinyue Chen Miaojing Shi 44 0 0 01 Jun 2024
Complex Style Image Transformations for Domain Generalization in Medical Images Nikolaos Spanos Anastasios Arsenos P. Theofilou Paraskevi Tzouveli Athanasios Voulodimos Stefanos D. Kollias OOD MedIm 30 0 0 01 Jun 2024
Cross-Domain Feature Augmentation for Domain Generalization Yingnan Liu Yingtian Zou Rui Qiao Fusheng Liu M. Lee W. Hsu OOD 40 4 0 14 May 2024
Learning Expressive Disentangled Speech Representations with Soft Speech Units and Adversarial Style Augmentation Yimin Deng Jianzong Wang Xulong Zhang Ning Cheng Jing Xiao 24 0 0 01 May 2024
Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation Jiapeng Su Qi Fan Guangming Lu Fanglin Chen Wenjie Pei 42 5 0 16 Apr 2024
SleepPPG-Net2: Deep learning generalization for sleep staging from photoplethysmography Shirel Attia Revital Shani Hershkovich Alissa Tabakhov Angeleene Ang Sharon Haimov Riva Tauman Joachim A. Behar 39 2 0 10 Apr 2024
Generative Medical Segmentation Jiayu Huo Ouyang Xi Sébastien Ourselin Rachel Sparks MedIm 37 1 0 27 Mar 2024
Spatio-Temporal Fluid Dynamics Modeling via Physical-Awareness and Parameter Diffusion Guidance Hao Wu Fan Xu Yifan Duan Ziwei Niu Weiyan Wang Gaofeng Lu Kun Wang Yuxuan Liang Yang Wang DiffM AI4CE 42 8 0 18 Mar 2024
SETA: Semantic-Aware Token Augmentation for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao ViT 34 1 0 18 Mar 2024
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation Haoyu Zhao Wen-Wen Dong Rui Yu Zhou Zhao Bo Du Yongchao Xu OOD MedIm 50 4 0 18 Mar 2024
A survey of synthetic data augmentation methods in computer vision A. Mumuni F. Mumuni N. K. Gerrar 36 19 0 15 Mar 2024
ConDiSR: Contrastive Disentanglement and Style Regularization for Single Domain Generalization Aleksandr Matsun Numan Saeed F. Maani Mohammad Yaqub OOD 127 1 0 14 Mar 2024
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation Yijiang Li Sucheng Ren Weipeng Deng Yuzhi Xu Ying Gao Edith C.H. Ngai Haohan Wang OOD 38 1 0 08 Mar 2024
Overcoming Data Inequality across Domains with Semi-Supervised Domain Generalization Jinha Park Won-Yong Cho Taesup Kim 44 0 0 08 Mar 2024
Learning Invariant Representations of Graph Neural Networks via Cluster Generalization Donglin Xia Xiao Wang Nian Liu Chuan Shi 45 10 0 06 Mar 2024
Consistency-Guided Temperature Scaling Using Style and Content Information for Out-of-Domain Calibration Wonjeong Choi Jun-Gyu Park Dong-Jun Han Younghyun Park Jaekyun Moon 42 1 0 22 Feb 2024
Domain Generalization with Small Data Kecheng Chen Elena Gal Hong Yan Haoliang Li OOD 27 5 0 09 Feb 2024
Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks Yun-Wei Chu Dong-Jun Han Seyyedali Hosseinalipour Christopher G. Brinton AI4CE FedML 32 1 0 03 Feb 2024
Decoupled Prototype Learning for Reliable Test-Time Adaptation Guowei Wang Changxing Ding Wentao Tan Mingkui Tan VLM 37 2 0 15 Jan 2024
RawECGNet: Deep Learning Generalization for Atrial Fibrillation Detection from the Raw ECG N. Ben-Moshe K. Tsutsui Shany Biton Brimer L. Sörnmo Joachim A. Behar 32 6 0 26 Dec 2023
StyleSinger: Style Transfer for Out-of-Domain Singing Voice Synthesis Yu Zhang Rongjie Huang Ruiqi Li Jinzheng He Yan Xia Feiyang Chen Xinyu Duan Baoxing Huai Zhou Zhao VLM 23 17 0 17 Dec 2023
Parameter Exchange for Robust Dynamic Domain Generalization Luojun Lin Zhifeng Shen Zhishu Sun Yuanlong Yu Lei Zhang Weijie Chen OOD 28 6 0 23 Nov 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 32 0 0 22 Nov 2023
Data-Centric Long-Tailed Image Recognition Yanbiao Ma Licheng Jiao Fang Liu Shuyuan Yang Xu Liu Puhua Chen 42 1 0 03 Nov 2023
StableFDG: Style and Attention Based Learning for Federated Domain Generalization Jun-Gyu Park Dong-Jun Han Jinho Kim Shiqiang Wang Christopher G. Brinton Jaekyun Moon OOD FedML 34 15 0 01 Nov 2023
Bayesian Domain Invariant Learning via Posterior Generalization of Parameter Distributions Shiyu Shen Bin Pan Tianyang Shi Tao Li Zhenwei Shi BDL OOD 29 1 0 25 Oct 2023
Towards Unified and Effective Domain Generalization Yiyuan Zhang Kaixiong Gong Xiaohan Ding Kaipeng Zhang Fangrui Lv Kurt Keutzer Xiangyu Yue AI4CE OOD FedML 33 4 0 16 Oct 2023
Informative Data Mining for One-Shot Cross-Domain Semantic Segmentation Yuxi Wang Jian Liang J. Xiao Shuqi Mei Yu-Ren Yang Zhaoxiang Zhang VLM 36 6 0 25 Sep 2023